| | --- |
| | tags: |
| | - spacy |
| | - token-classification |
| | - text-classification |
| | language: |
| | - en |
| | model-index: |
| | - name: en_tech_model |
| | results: |
| | - task: |
| | name: NER |
| | type: token-classification |
| | metrics: |
| | - name: NER Precision |
| | type: precision |
| | value: 0.9530851606 |
| | - name: NER Recall |
| | type: recall |
| | value: 0.9504195271 |
| | - name: NER F Score |
| | type: f_score |
| | value: 0.9517504774 |
| | --- |
| | | Feature | Description | |
| | | --- | --- | |
| | | **Name** | `en_tech_model` | |
| | | **Version** | `0.0.4` | |
| | | **spaCy** | `>=3.7.5,<3.8.0` | |
| | | **Default Pipeline** | `tok2vec`, `ner`, `textcat` | |
| | | **Components** | `tok2vec`, `ner`, `textcat` | |
| | | **Vectors** | 514157 keys, 514157 unique vectors (300 dimensions) | |
| | | **Sources** | n/a | |
| | | **License** | n/a | |
| | | **Author** | [n/a]() | |
| |
|
| | ### Label Scheme |
| |
|
| | <details> |
| |
|
| | <summary>View label scheme (32 labels for 2 components)</summary> |
| |
|
| | | Component | Labels | |
| | | --- | --- | |
| | | **`ner`** | `BATTERY`, `BRAND`, `CACHE`, `CAM_RES`, `CHARGE`, `CLOCK_SPEED`, `COLOR`, `CORE_COUNT`, `FEATURE`, `GEN`, `GRAPHICS`, `GRAPHICS_RAM`, `MEM_TYPE`, `MODEL_NUMBER`, `OPERATING_SYSTEM`, `PROCESSOR`, `PROCESSOR_MODEL`, `PRODUCT_SERIES`, `RAM`, `RESOLUTION`, `SCREEN_SIZE`, `SCREEN_TYPE`, `SOCKET`, `STORAGE`, `STORAGE_TYPE`, `TAG`, `TYPE` | |
| | | **`textcat`** | `267`, `292`, `297`, `325`, `328` | |
| |
|
| | </details> |
| |
|
| | ### Accuracy |
| |
|
| | | Type | Score | |
| | | --- | --- | |
| | | `ENTS_F` | 95.18 | |
| | | `ENTS_P` | 95.31 | |
| | | `ENTS_R` | 95.04 | |
| | | `CATS_SCORE` | 99.51 | |
| | | `CATS_MICRO_P` | 99.52 | |
| | | `CATS_MICRO_R` | 99.52 | |
| | | `CATS_MICRO_F` | 99.52 | |
| | | `CATS_MACRO_P` | 99.55 | |
| | | `CATS_MACRO_R` | 99.48 | |
| | | `CATS_MACRO_F` | 99.51 | |
| | | `CATS_MACRO_AUC` | 100.00 | |
| | | `TOK2VEC_LOSS` | 1022799.22 | |
| | | `NER_LOSS` | 52929.76 | |
| | | `TEXTCAT_LOSS` | 4.84 | |
